{
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    "# Joint plot"
   ]
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    "## Table of Contents\n",
    "\n",
    "1. [Default Presentation of Joint Plot](#default)\n",
    "\n",
    "2. [Change Geom Types](#change-geom)\n",
    "\n",
    "3. [Geometries Customization](#geom-customization)\n",
    "\n",
    "4. [Marginal Layers Customization](#marginal-customization)\n",
    "\n",
    "5. [Grouping](#grouping)\n",
    "\n",
    "6. [Additional Layer](#additional_layer)"
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    {
     "data": {
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       "Lets-Plot Kotlin API v.4.4.1. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.3.2.0."
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    "LetsPlot.getInfo()"
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   "source": [
    "val iris = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/iris.csv\")\n",
    "iris.head()\n"
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   "cell_type": "code",
   "execution_count": 4,
   "id": "da2d260b",
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    "val data = iris.toMap()"
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  {
   "cell_type": "markdown",
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   "source": [
    "<a id=\"default\"></a>\n",
    "\n",
    "## 1. Default Presentation of Joint Plot\n",
    "\n",
    "In the simplest case, assign `x` and `y` to create a scatterplot (using `geomPoint()`) with marginal histograms (using `geomHistogram()`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5f7c7be3",
   "metadata": {},
   "outputs": [
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       "\"stat\":\"bin\",\n",
       "\"orientation\":\"y\",\n",
       "\"margin_side\":\"r\",\n",
       "\"color\":\"#118ed8\",\n",
       "\"alpha\":0.1,\n",
       "\"marginal\":true,\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.19666666666666668,\n",
       "\"geom\":\"histogram\",\n",
       "\"fill\":\"#118ed8\",\n",
       "\"data\":{\n",
       "\"petal_width\":[0.06066666666666669,0.25733333333333336,0.45400000000000007,0.6506666666666667,0.8473333333333334,1.044,1.2406666666666668,1.4373333333333334,1.6340000000000001,1.8306666666666669,2.0273333333333334,2.224,2.420666666666667,2.6173333333333337],\n",
       "\"..density..\":[0.23333333333333334,1.3611111111111112,0.3111111111111111,0.03888888888888889,0.0,0.38888888888888884,0.7,0.7777777777777777,0.23333333333333334,0.6611111111111111,0.4666666666666667,0.42777777777777776,0.23333333333333334,0.0]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Nh5838\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fd0b128",
   "metadata": {},
   "source": [
    "<a id=\"change-geom\"></a>\n",
    "\n",
    "## 2. Change Geom Types\n",
    "\n",
    "Besides the points there are another two types of geoms: `tile` and `density2D(Filled)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ccf2db70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"fcE3zQ\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"layers\":[{\n",
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       "\"position\":\"identity\",\n",
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       "\"geom\":\"tile\",\n",
       "\"data\":{\n",
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       "           var plotContainer = document.getElementById(\"fcE3zQ\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", geom = \"tile\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8380235d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"uflSfX\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", colorBy = \"species\", geom = \"density2d\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7a28093",
   "metadata": {},
   "source": [
    "<a id=\"geom-customization\"></a>\n",
    "\n",
    "## 3. Change Geom Parameters\n",
    "\n",
    "Use additional parameters for better customization: `color`, `size`, `alpha`, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7ddf685f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"htqt2b\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"petal_length\",\n",
       "\"y\":\"petal_width\"\n",
       "},\n",
       "\"data\":{\n",
       "\"petal_width\":[0.2,0.2,0.2,0.2,0.2,0.4,0.3,0.2,0.2,0.1,0.2,0.2,0.1,0.1,0.2,0.4,0.4,0.3,0.3,0.3,0.2,0.4,0.2,0.5,0.2,0.2,0.4,0.2,0.2,0.2,0.2,0.4,0.1,0.2,0.1,0.2,0.2,0.1,0.2,0.2,0.3,0.3,0.2,0.6,0.4,0.3,0.2,0.2,0.2,0.2,1.4,1.5,1.5,1.3,1.5,1.3,1.6,1.0,1.3,1.4,1.0,1.5,1.0,1.4,1.3,1.4,1.5,1.0,1.5,1.1,1.8,1.3,1.5,1.2,1.3,1.4,1.4,1.7,1.5,1.0,1.1,1.0,1.2,1.6,1.5,1.6,1.5,1.3,1.3,1.3,1.2,1.4,1.2,1.0,1.3,1.2,1.3,1.3,1.1,1.3,2.5,1.9,2.1,1.8,2.2,2.1,1.7,1.8,1.8,2.5,2.0,1.9,2.1,2.0,2.4,2.3,1.8,2.2,2.3,1.5,2.3,2.0,2.0,1.8,2.1,1.8,1.8,1.8,2.1,1.6,1.9,2.0,2.2,1.5,1.4,2.3,2.4,1.8,1.8,2.1,2.4,2.3,1.9,2.3,2.5,2.3,1.9,2.0,2.3,1.8],\n",
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       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"petal_length\"\n",
       "},{\n",
       "\"aesthetic\":\"y\",\n",
       "\"name\":\"petal_width\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#756bb1\",\n",
       "\"size\":8.0,\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"point\",\n",
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       "\"stat\":\"bin\",\n",
       "\"orientation\":\"y\",\n",
       "\"margin_side\":\"r\",\n",
       "\"color\":\"#756bb1\",\n",
       "\"alpha\":0.1,\n",
       "\"marginal\":true,\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.19666666666666668,\n",
       "\"geom\":\"histogram\",\n",
       "\"fill\":\"#756bb1\",\n",
       "\"data\":{\n",
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       "\"..density..\":[0.23333333333333334,1.3611111111111112,0.3111111111111111,0.03888888888888889,0.0,0.38888888888888884,0.7,0.7777777777777777,0.23333333333333334,0.6611111111111111,0.4666666666666667,0.42777777777777776,0.23333333333333334,0.0]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"htqt2b\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", color = \"#756bb1\", size = 8, alpha = 0.5, se = false)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "950a5e94",
   "metadata": {},
   "source": [
    "<a id=\"marginal-customization\"></a>\n",
    "\n",
    "## 4. Marginal Layers Customization\n",
    "\n",
    "`marginal` parameter is a shortcut for the `ggmarginal()` layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a5f03afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"axis_line\":\"blank\"\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"KskGPQ\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", color = \"black\", marginal = \"box:lb:.03,hist:t:.4,hist:r\") +\n",
    "    ggmarginal(\"tr\", layer = geomArea(stat = Stat.density(), color = \"magenta\", fill = \"magenta\", alpha = 0.1)) +\n",
    "    theme(axisLine = \"blank\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62d7ad26",
   "metadata": {},
   "source": [
    "<a id=\"grouping\"></a>\n",
    "\n",
    "## 5. Grouping\n",
    "\n",
    "The `colorBy` parameter sets the mapping to the fill and color aesthetics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2bee0146",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"ifjaGs\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"petal_length\",\n",
       "\"y\":\"petal_width\",\n",
       "\"color\":\"species\",\n",
       "\"fill\":\"species\"\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ifjaGs\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", colorBy = \"species\", marginal = \"hist:tr\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8de6ccb8",
   "metadata": {},
   "source": [
    "<a id=\"additional_layer\"></a>\n",
    "\n",
    "## 6. Additional Layer\n",
    "\n",
    "Add any other layer that supports `x` and `y` aesthetics (e.g. points layer with the `geomPoint()` function)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe913b96",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#993404\",\n",
       "\"shape\":21.0,\n",
       "\"size\":5.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"point\",\n",
       "\"fill\":\"#ffffd4\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"pp0gB2\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jointPlot(data, \"petal_length\", \"petal_width\", geom = \"density2df\",\n",
    "          color = \"#993404\", alpha = 0.3, regLine = false) +\n",
    "    geomPoint(size = 5, shape = 21, color = \"#993404\", fill = \"#ffffd4\") +\n",
    "    scaleFillGradient(low = \"#d95f0e\", high = \"#fff7bc\")"
   ]
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